Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 6268 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 734.5 KiB |
| Average record size in memory | 120.0 B |
Variable types
| NUM | 9 |
|---|---|
| CAT | 5 |
currency has constant value "6268" | Constant |
track_name has a high cardinality: 6266 distinct values | High cardinality |
version_num has a high cardinality: 1532 distinct values | High cardinality |
size_Megabytes is highly correlated with size_bytes | High correlation |
size_bytes is highly correlated with size_Megabytes | High correlation |
price is highly skewed (γ1 = 30.94413896) | Skewed |
track_name is uniformly distributed | Uniform |
id has unique values | Unique |
price has 3383 (54.0%) zeros | Zeros |
screenshot_num has 1006 (16.0%) zeros | Zeros |
Reproduction
| Analysis started | 2020-11-16 05:28:12.269949 |
|---|---|
| Analysis finished | 2020-11-16 05:28:32.883055 |
| Duration | 20.61 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 6268 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 841755890.1 |
|---|---|
| Minimum | 281656475 |
| Maximum | 1188375727 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 49.0 KiB |
Quantile statistics
| Minimum | 281656475 |
|---|---|
| 5-th percentile | 352565640.3 |
| Q1 | 575110173 |
| median | 953938352.5 |
| Q3 | 1075350065 |
| 95-th percentile | 1146662950 |
| Maximum | 1188375727 |
| Range | 906719252 |
| Interquartile range (IQR) | 500239892.2 |
Descriptive statistics
| Standard deviation | 275748438.4 |
|---|---|
| Coefficient of variation (CV) | 0.3275871801 |
| Kurtosis | -1.150051562 |
| Mean | 841755890.1 |
| Median Absolute Deviation (MAD) | 161163838.5 |
| Skewness | -0.5940435087 |
| Sum | 5.276125919e+12 |
| Variance | 7.603720127e+16 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1024953824 | 1 | < 0.1% | |
| 501220013 | 1 | < 0.1% | |
| 575357589 | 1 | < 0.1% | |
| 1145920150 | 1 | < 0.1% | |
| 1017148055 | 1 | < 0.1% | |
| 1165109912 | 1 | < 0.1% | |
| 1097564743 | 1 | < 0.1% | |
| 892320294 | 1 | < 0.1% | |
| 383298204 | 1 | < 0.1% | |
| 493912733 | 1 | < 0.1% | |
| Other values (6258) | 6258 | 99.8% |
| Value | Count | Frequency (%) | |
| 281656475 | 1 | < 0.1% | |
| 281796108 | 1 | < 0.1% | |
| 281940292 | 1 | < 0.1% | |
| 282614216 | 1 | < 0.1% | |
| 282935706 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1188375727 | 1 | < 0.1% | |
| 1187838770 | 1 | < 0.1% | |
| 1187779532 | 1 | < 0.1% | |
| 1187682390 | 1 | < 0.1% | |
| 1187617475 | 1 | < 0.1% |
| Distinct | 6266 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
| Mannequin Challenge | 2 |
|---|---|
| VR Roller Coaster | 2 |
| Moodnotes - Thought Journal / Mood Diary | 1 |
| Ninja Kid Run VR: Runner & Racing Games For Free | 1 |
| BFB Champions 2.0 ~Football Club Manager~ | 1 |
| Other values (6261) |
| Value | Count | Frequency (%) | |
| Mannequin Challenge | 2 | < 0.1% | |
| VR Roller Coaster | 2 | < 0.1% | |
| Moodnotes - Thought Journal / Mood Diary | 1 | < 0.1% | |
| Ninja Kid Run VR: Runner & Racing Games For Free | 1 | < 0.1% | |
| BFB Champions 2.0 ~Football Club Manager~ | 1 | < 0.1% | |
| The Fourth Dimension | 1 | < 0.1% | |
| Hammer Time! | 1 | < 0.1% | |
| Cartwheel by Target | 1 | < 0.1% | |
| T-Mobile Tuesdays | 1 | < 0.1% | |
| Shimmer and Shine: Enchanted Carpet Ride Game HD | 1 | < 0.1% | |
| Other values (6256) | 6256 | 99.8% |
Frequencies of value counts
Unique
| Unique | 6264 ? |
|---|---|
| Unique (%) | 99.9% |
Histogram of lengths of the category
Length
| Max length | 232 |
|---|---|
| Median length | 21 |
| Mean length | 26.18363114 |
| Min length | 2 |
| Distinct | 6205 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 205743011.8 |
|---|---|
| Minimum | 589824 |
| Maximum | 4025969664 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 49.0 KiB |
Quantile statistics
| Minimum | 589824 |
|---|---|
| 5-th percentile | 13055488 |
| Q1 | 51719424 |
| median | 102129152 |
| Q3 | 188477440 |
| 95-th percentile | 877646284.8 |
| Maximum | 4025969664 |
| Range | 4025379840 |
| Interquartile range (IQR) | 136758016 |
Descriptive statistics
| Standard deviation | 352634148.9 |
|---|---|
| Coefficient of variation (CV) | 1.713954442 |
| Kurtosis | 27.92901488 |
| Mean | 205743011.8 |
| Median Absolute Deviation (MAD) | 61154816 |
| Skewness | 4.583617734 |
| Sum | 1.289597198e+12 |
| Variance | 1.24350843e+17 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 101735424 | 2 | < 0.1% | |
| 37828608 | 2 | < 0.1% | |
| 27561984 | 2 | < 0.1% | |
| 157871104 | 2 | < 0.1% | |
| 103233536 | 2 | < 0.1% | |
| 143679488 | 2 | < 0.1% | |
| 51179520 | 2 | < 0.1% | |
| 36184064 | 2 | < 0.1% | |
| 48359424 | 2 | < 0.1% | |
| 35807232 | 2 | < 0.1% | |
| Other values (6195) | 6248 | 99.7% |
| Value | Count | Frequency (%) | |
| 589824 | 1 | < 0.1% | |
| 618496 | 1 | < 0.1% | |
| 671744 | 1 | < 0.1% | |
| 698800 | 1 | < 0.1% | |
| 709632 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4025969664 | 1 | < 0.1% | |
| 3896109056 | 1 | < 0.1% | |
| 3860406272 | 1 | < 0.1% | |
| 3856588800 | 1 | < 0.1% | |
| 3646993408 | 1 | < 0.1% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
| USD |
|---|
| Value | Count | Frequency (%) | |
| USD | 6268 | 100.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.821976707 |
|---|---|
| Minimum | 0 |
| Maximum | 299.99 |
| Zeros | 3383 |
| Zeros (%) | 54.0% |
| Memory size | 49.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2.99 |
| 95-th percentile | 6.99 |
| Maximum | 299.99 |
| Range | 299.99 |
| Interquartile range (IQR) | 2.99 |
Descriptive statistics
| Standard deviation | 6.128237869 |
|---|---|
| Coefficient of variation (CV) | 3.363510546 |
| Kurtosis | 1342.302023 |
| Mean | 1.821976707 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 30.94413896 |
| Sum | 11420.15 |
| Variance | 37.55529938 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) | |
| 0 | 3383 | 54.0% | |
| 2.99 | 650 | 10.4% | |
| 0.99 | 631 | 10.1% | |
| 1.99 | 587 | 9.4% | |
| 4.99 | 369 | 5.9% | |
| 3.99 | 256 | 4.1% | |
| 6.99 | 162 | 2.6% | |
| 9.99 | 73 | 1.2% | |
| 5.99 | 41 | 0.7% | |
| 7.99 | 28 | 0.4% | |
| Other values (25) | 88 | 1.4% |
| Value | Count | Frequency (%) | |
| 0 | 3383 | 54.0% | |
| 0.99 | 631 | 10.1% | |
| 1.99 | 587 | 9.4% | |
| 2.99 | 650 | 10.4% | |
| 3.99 | 256 | 4.1% |
| Value | Count | Frequency (%) | |
| 299.99 | 1 | < 0.1% | |
| 249.99 | 1 | < 0.1% | |
| 99.99 | 1 | < 0.1% | |
| 74.99 | 1 | < 0.1% | |
| 59.99 | 3 | < 0.1% |
rating_count_tot
Real number (ℝ≥0)
| Distinct | 3184 |
|---|---|
| Distinct (%) | 50.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14803.80552 |
|---|---|
| Minimum | 1 |
| Maximum | 2974676 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 49.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 78 |
| median | 512.5 |
| Q3 | 3963.5 |
| 95-th percentile | 57446.8 |
| Maximum | 2974676 |
| Range | 2974675 |
| Interquartile range (IQR) | 3885.5 |
Descriptive statistics
| Standard deviation | 80984.68437 |
|---|---|
| Coefficient of variation (CV) | 5.470531497 |
| Kurtosis | 496.3360944 |
| Mean | 14803.80552 |
| Median Absolute Deviation (MAD) | 499 |
| Skewness | 18.33563392 |
| Sum | 92790253 |
| Variance | 6558519103 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 120 | 1.9% | |
| 7 | 48 | 0.8% | |
| 9 | 47 | 0.7% | |
| 5 | 46 | 0.7% | |
| 6 | 44 | 0.7% | |
| 10 | 37 | 0.6% | |
| 14 | 37 | 0.6% | |
| 2 | 35 | 0.6% | |
| 12 | 35 | 0.6% | |
| 3 | 33 | 0.5% | |
| Other values (3174) | 5786 | 92.3% |
| Value | Count | Frequency (%) | |
| 1 | 120 | 1.9% | |
| 2 | 35 | 0.6% | |
| 3 | 33 | 0.5% | |
| 4 | 8 | 0.1% | |
| 5 | 46 | 0.7% |
| Value | Count | Frequency (%) | |
| 2974676 | 1 | < 0.1% | |
| 2161558 | 1 | < 0.1% | |
| 2130805 | 1 | < 0.1% | |
| 1724546 | 1 | < 0.1% | |
| 1126879 | 1 | < 0.1% |
user_rating
Real number (ℝ≥0)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.049696873 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 49.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 4 |
| median | 4.5 |
| Q3 | 4.5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.7269427319 |
|---|---|
| Coefficient of variation (CV) | 0.1795054679 |
| Kurtosis | 2.840438346 |
| Mean | 4.049696873 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -1.54273501 |
| Sum | 25383.5 |
| Variance | 0.5284457354 |
| Monotocity | Decreasing |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) | |
| 4.5 | 2663 | 42.5% | |
| 4 | 1626 | 25.9% | |
| 3.5 | 702 | 11.2% | |
| 5 | 492 | 7.8% | |
| 3 | 383 | 6.1% | |
| 2.5 | 196 | 3.1% | |
| 2 | 106 | 1.7% | |
| 1.5 | 56 | 0.9% | |
| 1 | 44 | 0.7% |
| Value | Count | Frequency (%) | |
| 1 | 44 | 0.7% | |
| 1.5 | 56 | 0.9% | |
| 2 | 106 | 1.7% | |
| 2.5 | 196 | 3.1% | |
| 3 | 383 | 6.1% |
| Value | Count | Frequency (%) | |
| 5 | 492 | 7.8% | |
| 4.5 | 2663 | 42.5% | |
| 4 | 1626 | 25.9% | |
| 3.5 | 702 | 11.2% | |
| 3 | 383 | 6.1% |
| Distinct | 1532 |
|---|---|
| Distinct (%) | 24.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
| 1.0 | 269 |
|---|---|
| 1.1 | 234 |
| 1.2 | 195 |
| 1.0.0 | 136 |
| 1.3 | 120 |
| Other values (1527) |
| Value | Count | Frequency (%) | |
| 1.0 | 269 | 4.3% | |
| 1.1 | 234 | 3.7% | |
| 1.2 | 195 | 3.1% | |
| 1.0.0 | 136 | 2.2% | |
| 1.3 | 120 | 1.9% | |
| 1.0.1 | 108 | 1.7% | |
| 1.4 | 97 | 1.5% | |
| 1.0.2 | 92 | 1.5% | |
| 2.0 | 88 | 1.4% | |
| 1.5 | 82 | 1.3% | |
| Other values (1522) | 4847 | 77.3% |
Frequencies of value counts
Unique
| Unique | 940 ? |
|---|---|
| Unique (%) | 15.0% |
Histogram of lengths of the category
Length
| Max length | 14 |
|---|---|
| Median length | 5 |
| Mean length | 4.488991704 |
| Min length | 1 |
cont_rating
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
| 4+ | |
|---|---|
| 12+ | |
| 9+ | |
| 17+ |
| Value | Count | Frequency (%) | |
| 4+ | 3937 | 62.8% | |
| 12+ | 1004 | 16.0% | |
| 9+ | 886 | 14.1% | |
| 17+ | 441 | 7.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.230536056 |
| Min length | 2 |
prime_genre
Categorical
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 49.0 KiB |
| Games | |
|---|---|
| Entertainment | |
| Education | |
| Photo & Video | 325 |
| Utilities | 219 |
| Other values (18) |
| Value | Count | Frequency (%) | |
| Games | 3400 | 54.2% | |
| Entertainment | 471 | 7.5% | |
| Education | 387 | 6.2% | |
| Photo & Video | 325 | 5.2% | |
| Utilities | 219 | 3.5% | |
| Productivity | 172 | 2.7% | |
| Health & Fitness | 159 | 2.5% | |
| Social Networking | 134 | 2.1% | |
| Music | 134 | 2.1% | |
| Lifestyle | 113 | 1.8% | |
| Other values (13) | 754 | 12.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 17 |
|---|---|
| Median length | 5 |
| Mean length | 7.455169113 |
| Min length | 4 |
sup_devices_num
Real number (ℝ≥0)
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.25941289 |
|---|---|
| Minimum | 9 |
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 49.0 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 37 |
| median | 37 |
| Q3 | 38 |
| 95-th percentile | 43 |
| Maximum | 47 |
| Range | 38 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 3.907911453 |
|---|---|
| Coefficient of variation (CV) | 0.1048838709 |
| Kurtosis | 9.297560356 |
| Mean | 37.25941289 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -2.595233323 |
| Sum | 233542 |
| Variance | 15.27177192 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) | |
| 37 | 2900 | 46.3% | |
| 38 | 1616 | 25.8% | |
| 40 | 920 | 14.7% | |
| 43 | 341 | 5.4% | |
| 24 | 264 | 4.2% | |
| 25 | 63 | 1.0% | |
| 26 | 39 | 0.6% | |
| 39 | 39 | 0.6% | |
| 47 | 26 | 0.4% | |
| 35 | 21 | 0.3% | |
| Other values (10) | 39 | 0.6% |
| Value | Count | Frequency (%) | |
| 9 | 1 | < 0.1% | |
| 11 | 3 | < 0.1% | |
| 12 | 1 | < 0.1% | |
| 13 | 7 | 0.1% | |
| 15 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 47 | 26 | 0.4% | |
| 45 | 8 | 0.1% | |
| 43 | 341 | 5.4% | |
| 40 | 920 | 14.7% | |
| 39 | 39 | 0.6% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.873803446 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 1006 |
| Zeros (%) | 16.0% |
| Memory size | 49.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 5 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.87970689 |
|---|---|
| Coefficient of variation (CV) | 0.4852354841 |
| Kurtosis | 0.1254391419 |
| Mean | 3.873803446 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.366499363 |
| Sum | 24281 |
| Variance | 3.533297994 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 5 | 4145 | 66.1% | |
| 0 | 1006 | 16.0% | |
| 4 | 611 | 9.7% | |
| 3 | 239 | 3.8% | |
| 1 | 139 | 2.2% | |
| 2 | 128 | 2.0% |
| Value | Count | Frequency (%) | |
| 0 | 1006 | 16.0% | |
| 1 | 139 | 2.2% | |
| 2 | 128 | 2.0% | |
| 3 | 239 | 3.8% | |
| 4 | 611 | 9.7% |
| Value | Count | Frequency (%) | |
| 5 | 4145 | 66.1% | |
| 4 | 611 | 9.7% | |
| 3 | 239 | 3.8% | |
| 2 | 128 | 2.0% | |
| 1 | 139 | 2.2% |
lang_num
Real number (ℝ≥0)
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.89023612 |
|---|---|
| Minimum | 0 |
| Maximum | 75 |
| Zeros | 19 |
| Zeros (%) | 0.3% |
| Memory size | 49.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 22 |
| Maximum | 75 |
| Range | 75 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 8.202601315 |
|---|---|
| Coefficient of variation (CV) | 1.392575976 |
| Kurtosis | 10.63896235 |
| Mean | 5.89023612 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.709101859 |
| Sum | 36920 |
| Variance | 67.28266833 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 3210 | 51.2% | |
| 2 | 433 | 6.9% | |
| 11 | 265 | 4.2% | |
| 5 | 192 | 3.1% | |
| 3 | 190 | 3.0% | |
| 12 | 174 | 2.8% | |
| 10 | 167 | 2.7% | |
| 4 | 144 | 2.3% | |
| 8 | 143 | 2.3% | |
| 6 | 138 | 2.2% | |
| Other values (47) | 1212 | 19.3% |
| Value | Count | Frequency (%) | |
| 0 | 19 | 0.3% | |
| 1 | 3210 | 51.2% | |
| 2 | 433 | 6.9% | |
| 3 | 190 | 3.0% | |
| 4 | 144 | 2.3% |
| Value | Count | Frequency (%) | |
| 75 | 1 | < 0.1% | |
| 74 | 1 | < 0.1% | |
| 69 | 3 | < 0.1% | |
| 68 | 1 | < 0.1% | |
| 63 | 1 | < 0.1% |
| Distinct | 5644 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 196.2118044 |
|---|---|
| Minimum | 0.56 |
| Maximum | 3839.46 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 49.0 KiB |
Quantile statistics
| Minimum | 0.56 |
|---|---|
| 5-th percentile | 12.4535 |
| Q1 | 49.3225 |
| median | 97.4 |
| Q3 | 179.7425 |
| 95-th percentile | 836.9905 |
| Maximum | 3839.46 |
| Range | 3838.9 |
| Interquartile range (IQR) | 130.42 |
Descriptive statistics
| Standard deviation | 336.2981051 |
|---|---|
| Coefficient of variation (CV) | 1.7139545 |
| Kurtosis | 27.92900557 |
| Mean | 196.2118044 |
| Median Absolute Deviation (MAD) | 58.325 |
| Skewness | 4.583616811 |
| Sum | 1229855.59 |
| Variance | 113096.4155 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 31.2 | 4 | 0.1% | |
| 51.5 | 3 | < 0.1% | |
| 76.25 | 3 | < 0.1% | |
| 91.64 | 3 | < 0.1% | |
| 28.32 | 3 | < 0.1% | |
| 70.53 | 3 | < 0.1% | |
| 34.51 | 3 | < 0.1% | |
| 65.88 | 3 | < 0.1% | |
| 45.28 | 3 | < 0.1% | |
| 122.29 | 3 | < 0.1% | |
| Other values (5634) | 6237 | 99.5% |
| Value | Count | Frequency (%) | |
| 0.56 | 1 | < 0.1% | |
| 0.59 | 1 | < 0.1% | |
| 0.64 | 1 | < 0.1% | |
| 0.67 | 1 | < 0.1% | |
| 0.68 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3839.46 | 1 | < 0.1% | |
| 3715.62 | 1 | < 0.1% | |
| 3681.57 | 1 | < 0.1% | |
| 3677.93 | 1 | < 0.1% | |
| 3478.04 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| id | track_name | size_bytes | currency | price | rating_count_tot | user_rating | version_num | cont_rating | prime_genre | sup_devices_num | screenshot_num | lang_num | size_Megabytes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 487119327 | Head Soccer | 121319424 | USD | 0.00 | 481564 | 5.0 | 5.4.1 | 4+ | Games | 40 | 4 | 11 | 115.70 |
| 1 | 930574573 | Sniper 3D Assassin: Shoot to Kill Gun Game | 157851648 | USD | 0.00 | 386521 | 5.0 | 1.17.6 | 17+ | Games | 40 | 5 | 9 | 150.54 |
| 2 | 387428400 | Infinity Blade | 624107810 | USD | 0.99 | 326482 | 5.0 | 1.4.1 | 12+ | Games | 43 | 5 | 13 | 595.20 |
| 3 | 887947640 | CSR Racing 2 | 1944321024 | USD | 0.00 | 257100 | 5.0 | 1.11.3 | 4+ | Games | 37 | 5 | 11 | 1854.25 |
| 4 | 552039496 | The Room | 338273280 | USD | 0.99 | 143908 | 5.0 | 1.0.4 | 9+ | Games | 24 | 5 | 1 | 322.60 |
| 5 | 635573390 | Sniper Shooter: Gun Shooting Games | 113509376 | USD | 0.00 | 134080 | 5.0 | 5.0.4 | 12+ | Games | 37 | 5 | 1 | 108.25 |
| 6 | 448639966 | Pic Collage - Picture Editor & Photo Collage Maker | 109210624 | USD | 0.00 | 123433 | 5.0 | 7.12.17 | 12+ | Photo & Video | 37 | 5 | 12 | 104.15 |
| 7 | 392988420 | Zappos: shop shoes & clothes, fast free shipping | 70325248 | USD | 0.00 | 103655 | 5.0 | 3.9.0 | 4+ | Shopping | 37 | 4 | 1 | 67.07 |
| 8 | 519817714 | Credit Karma: Free Credit Scores, Reports & Alerts | 95494144 | USD | 0.00 | 101679 | 5.0 | 4.11.1 | 4+ | Finance | 37 | 0 | 1 | 91.07 |
| 9 | 1093190533 | PewDiePie's Tuber Simulator | 266766336 | USD | 0.00 | 90851 | 5.0 | 1.9.1 | 9+ | Games | 37 | 5 | 17 | 254.41 |
Last rows
| id | track_name | size_bytes | currency | price | rating_count_tot | user_rating | version_num | cont_rating | prime_genre | sup_devices_num | screenshot_num | lang_num | size_Megabytes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6258 | 1099079526 | 脱出ゲーム 研究所からの脱出 | 177694720 | USD | 0.00 | 1 | 1.0 | 1.0.0 | 4+ | Games | 38 | 5 | 1 | 169.46 |
| 6259 | 1107529451 | 【推理ゲーム】 YASU-第7捜査課事件ファイル- | 72283136 | USD | 0.00 | 1 | 1.0 | 1.0 | 12+ | Games | 38 | 5 | 1 | 68.93 |
| 6260 | 1115981170 | 好きになったら負け。 完全無料!女性向けイケメン恋愛ゲーム | 37828608 | USD | 0.00 | 1 | 1.0 | 1.1.0 | 9+ | Games | 38 | 5 | 16 | 36.08 |
| 6261 | 1116944520 | 精度93% 絶望の心理テスト | 28856320 | USD | 0.00 | 1 | 1.0 | 1.0 | 12+ | Lifestyle | 38 | 0 | 1 | 27.52 |
| 6262 | 1135283959 | PokéCatcher - Cheat for Pokémon GO | 11693056 | USD | 0.99 | 1 | 1.0 | 1.0 | 4+ | Utilities | 37 | 3 | 7 | 11.15 |
| 6263 | 1141308767 | Tinkerblocks – code, create, play | 185029632 | USD | 1.99 | 1 | 1.0 | 1.0.0 | 4+ | Education | 37 | 5 | 12 | 176.46 |
| 6264 | 1144076945 | One More Spin! - Free Vegas Casino Slots | 127716352 | USD | 0.00 | 1 | 1.0 | 1.04 | 17+ | Games | 37 | 0 | 1 | 121.80 |
| 6265 | 1151268606 | 脱出ゲーム In My Heart | 160161792 | USD | 0.00 | 1 | 1.0 | 1.0.0 | 4+ | Games | 38 | 5 | 1 | 152.74 |
| 6266 | 1182265441 | 脱出ゲーム わたしをみつけて -おじいさんとわたしの物語- | 177498112 | USD | 0.00 | 1 | 1.0 | 1.0.1 | 4+ | Games | 38 | 4 | 1 | 169.28 |
| 6267 | 1051656345 | My8to18 | 10645504 | USD | 0.00 | 10 | 1.0 | 2.0.1 | 4+ | Sports | 37 | 0 | 9 | 10.15 |